We structure your business, then connect that plan to real work.

Customer, value proposition, business model, pricing, feasibility: we structure these core assumptions together, teach the thinking behind them, and apply them in practice through AI Harnesses.

Who We Help

  • Founders and early-stage entrepreneurs structuring a business idea
  • Business planning teams inside companies and organizations
  • ODA and international development practitioners preparing or reviewing project proposals
  • Solo and small business owners who need real promotional work done
  • Instructors, consultants, and professionals who want to structure their own expertise into an AI Harness

What We Do

Business Planning

Customer, problem, value proposition, business model, pricing, feasibility — we structure your business using proven methodology.

See the Business Planning Method

Education / Workshops

Learn the same methods directly, through workshops and courses. We're expanding from our Pricing Strategy workshop into a broader range of programs.

Explore Learning

AI Harnesses

Planning doesn’t end the work — pricing analysis, proposal review, and promotional content are recurring tasks. We support them with structured AI Harnesses.

Explore AI Harnesses

Business Planning Method

We use an 8-step business development method that takes an idea to an executable business plan — starting from your goals and criteria, through capability and market fit, customer and problem definition, value proposition and business model, pricing and revenue design, feasibility review, and finally execution with validation and adjustment.

  1. Purpose
  2. Market
  3. Customer
  4. Value Proposition
  5. Business Model
  6. Pricing
  7. Feasibility
  8. Execution
See the 8-Step Method

AI Harnesses

Recurring work after planning is supported by structured AI Harnesses.

Pricing Analysis / Decision Support

Pricing Harness

Structures your pricing and cost data, diagnoses your current price, and compares pricing scenarios to support your decisions.

Learn More

Structured Proposal Review

ODA Proposal Review Harness

Reviews ODA proposals across seven dimensions and identifies what needs strengthening.

Learn More

Draft Promotional Content

Promotion Harness

Turns a description of your product or service into draft promotional content for the right channel.

Learn More

Learning

Foundation

Pricing Strategy

Advanced 1

Pricing Strategy with AI Harness

Advanced 2

Harness Engineering

See the Pricing Track

Insights / Resources

Selected articles and downloadable resources are on the way.

  • Articles
  • Cases
  • Research Notes
  • Resources

Why We Built This

I've worked across business development, entrepreneurship, pricing, ODA, and technology commercialization, teaching, consulting, and researching alongside one another.

That work kept surfacing the same problem: the same underlying knowledge had to be rebuilt, again and again, in a different form each time — which is where this system started.

Using generative AI for real, recurring work surfaced a related problem: a single good prompt isn't enough to keep the same standard over time. That's what led me to start building AI Harnesses of my own.

Contact Us

Workshops, lectures, consulting, or Harness / AI training — whatever you're looking into, feel free to reach out.

  • Workshop
  • Lecture
  • Consulting
  • Harness / AI Training
Contact Us